Search Results for author: Eldon Schoop

Found 7 papers, 1 papers with code

ILuvUI: Instruction-tuned LangUage-Vision modeling of UIs from Machine Conversations

no code implementations7 Oct 2023 Yue Jiang, Eldon Schoop, Amanda Swearngin, Jeffrey Nichols

Multimodal Vision-Language Models (VLMs) enable powerful applications from their fused understanding of images and language, but many perform poorly on UI tasks due to the lack of UI training data.

Language Modelling Large Language Model

AXNav: Replaying Accessibility Tests from Natural Language

no code implementations3 Oct 2023 Maryam Taeb, Amanda Swearngin, Eldon Schoop, Ruijia Cheng, Yue Jiang, Jeffrey Nichols

Recently, Large Language Models (LLMs) have been used for a variety of tasks including automation of UIs, however to our knowledge no one has yet explored their use in controlling assistive technologies for the purposes of supporting accessibility testing.

Predicting and Explaining Mobile UI Tappability with Vision Modeling and Saliency Analysis

1 code implementation5 Apr 2022 Eldon Schoop, Xin Zhou, Gang Li, Zhourong Chen, Björn Hartmann, Yang Li

We use a deep learning based approach to predict whether a selected element in a mobile UI screenshot will be perceived by users as tappable, based on pixels only instead of view hierarchies required by previous work.

IMACS: Image Model Attribution Comparison Summaries

no code implementations26 Jan 2022 Eldon Schoop, Ben Wedin, Andrei Kapishnikov, Tolga Bolukbasi, Michael Terry

Developing a suitable Deep Neural Network (DNN) often requires significant iteration, where different model versions are evaluated and compared.

Image Classification

Sketch-based Creativity Support Tools using Deep Learning

no code implementations19 Nov 2021 Forrest Huang, Eldon Schoop, David Ha, Jeffrey Nichols, John Canny

Sketching is a natural and effective visual communication medium commonly used in creative processes.

Retrieval

Scones: Towards Conversational Authoring of Sketches

no code implementations12 May 2020 Forrest Huang, Eldon Schoop, David Ha, John Canny

Iteratively refining and critiquing sketches are crucial steps to developing effective designs.

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